Deep learning–assisted prostate cancer detection on bi-parametric MRI: minimum training data size requirements and effect of prior knowledge
Sign Up to like & getrecommendations! Published in 2021 at "European Radiology"
DOI: 10.1007/s00330-021-08320-y
Abstract: To assess Prostate Imaging Reporting and Data System (PI-RADS)–trained deep learning (DL) algorithm performance and to investigate the effect of data size and prior knowledge on the detection of clinically significant prostate cancer (csPCa) in… read more here.
Keywords: prostate; data size; knowledge; performance ... See more keywords
Data Size and Quality Matter: Generating Physically-Realistic Distance Maps of Protein Tertiary Structures
Sign Up to like & getrecommendations! Published in 2022 at "Biomolecules"
DOI: 10.3390/biom12070908
Abstract: With the debut of AlphaFold2, we now can get a highly-accurate view of a reasonable equilibrium tertiary structure of a protein molecule. Yet, a single-structure view is insufficient and does not account for the high… read more here.
Keywords: data size; structure; tertiary structures; physically realistic ... See more keywords
Data Size-Aware Downlink Massive MIMO: A Session-Based Approach
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Wireless Communications Letters"
DOI: 10.48550/arxiv.2205.04369
Abstract: This letter considers the development of transmission strategies for the downlink of massive multiple-input multiple-output networks, with the objective of minimizing the completion time of the transmission. Specifically, we introduce a session-based scheme that splits… read more here.
Keywords: data size; size aware; session based; aware downlink ... See more keywords